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馃寪 From-Scratch Implementation of the PageRank algorithm to rank websites in a massive network of links on Stanford Dataset.

Home Page: https://snap.stanford.edu/data/web-Stanford.html

Jupyter Notebook 100.00%
from-scratch google jupyter jupyter-notebook page-rank pagerank pagerank-algorithm python stanford stanford-university

pagerank's Introduction

馃摎 DATOS MASIVOS II

馃捇 Instituto de Investigaciones en Matem谩ticas Aplicadas y en Sistemas

馃彨 Universidad Nacional Aut贸noma de M茅xico


馃搫 PageRank

Realizado por:

Iv谩n Alejadro Ramos Herrera

馃挏 @arhcoder

馃摀 Dataset

STANFORD UNIVERSITY WEB

Informaci贸n del dataset:

Nodes represent pages from Stanford University (stanford.edu) and directed edges represent hyperlinks between them. The data was collected in 2002.

Dataset statistics
Nodes 281903
Edges 2312497
Nodes in largest WCC 255265 (0.906)
Edges in largest WCC 2234572 (0.966)
Nodes in largest SCC 150532 (0.534)
Edges in largest SCC 1576314 (0.682)
Average clustering coefficient 0.5976
Number of triangles 11329473
Fraction of closed triangles 0.002889
Diameter (longest shortest path) 674
90-percentile effective diameter 9.7

Source (citation) J. Leskovec, K. Lang, A. Dasgupta, M. Mahoney. Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters. Internet Mathematics 6(1) 29--123, 2009. k

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